(61288, 389)

Accuracy¶

Worse performance for CV

How well the model reconstruct relationship between SOCconc and BD¶

  • Cramér–von Mises distance (CvM): the global squared difference between the entire copula surfaces
  • Wasserstein distance (OT / Earth-Mover Distance) :minimum total transport cost required to rearrange the predicted point cloud into the true one

explorative analysis of possible "outliers"¶

973 rows identified
LC_group
woodland      454
cropland      254
grassland     198
shrubland      34
bareland       25
wetland         6
artificial      2
Name: count, dtype: int64
<Axes: >

land cover difference¶

SOCconc 61288 61288
CF 5710 61288
BD 5710 61288
SOCdensity 5710 61288

plausibility check: oBD and mBD¶

temporal SOC realism¶

  • Less fluctuations in SOCdensity predictions?
  • Train model on lucas2018, whether hybrid performs better in predicting lucas2009 & 2015